{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Tutorial 2. A Simple Toy Regression\n",
    "\n",
    "This is a quick example showing how one can use the concepts introduced in Tutorial 1 (Basics) to do a quick toy regression.\n",
    "\n",
    "The problem we are dealing with is a very simple one, with two-dimensional input `x` and one-dimensional output `y`, and a weight vector `w=[2.0, 1.5]` and bias `b=0.5`. The equation to generate ground truth is:\n",
    "\n",
    "```y = wx + b```\n",
    "\n",
    "For this tutorial, we will be generating training data using Caffe2 operators as well. Note that this is usually not the case in your daily training jobs: in a real training scenario data is usually loaded from an external source, such as a Caffe DB (i.e. a key-value storage) or a Hive table. We will cover this in the MNIST tutorial.\n",
    "\n",
    "We will write out every piece of math in Caffe2 operators. This is often an overkill if your algorithm is relatively standard, such as CNN models. In the MNIST tutorial, we will show how to use the CNN model helper to more easily construct CNN models."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "ERROR:root:This caffe2 python run does not have GPU support. Error: No module named libcaffe2_python_gpu\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Couldn't import dot_parser, loading of dot files will not be possible.\n"
     ]
    }
   ],
   "source": [
    "from caffe2.python import core, cnn, net_drawer, workspace, visualize\n",
    "import numpy as np\n",
    "from IPython import display\n",
    "from matplotlib import pyplot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Declaring the computation graphs\n",
    "\n",
    "There are two graphs that we declare: one is used to initialize the various parameters and constants that we are going to use in the computation, and another main graph that is used to run stochastic gradient descent.\n",
    "\n",
    "First, the init net: note that the name does not matter, we basically want to put the initialization code in one net so we can then call RunNetOnce() to execute it. The reason we have a separate init_net is that, these operators do not need to run more than once for the whole training procedure."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Created init net.\n"
     ]
    }
   ],
   "source": [
    "init_net = core.Net(\"init\")\n",
    "# The ground truth parameters.\n",
    "W_gt = init_net.GivenTensorFill(\n",
    "    [], \"W_gt\", shape=[1, 2], values=[2.0, 1.5])\n",
    "B_gt = init_net.GivenTensorFill([], \"B_gt\", shape=[1], values=[0.5])\n",
    "# Constant value ONE is used in weighted sum when updating parameters.\n",
    "ONE = init_net.ConstantFill([], \"ONE\", shape=[1], value=1.)\n",
    "# ITER is the iterator count.\n",
    "ITER = init_net.ConstantFill([], \"ITER\", shape=[1], value=0, dtype=core.DataType.INT32)\n",
    "\n",
    "# For the parameters to be learned: we randomly initialize weight\n",
    "# from [-1, 1] and init bias with 0.0.\n",
    "W = init_net.UniformFill([], \"W\", shape=[1, 2], min=-1., max=1.)\n",
    "B = init_net.ConstantFill([], \"B\", shape=[1], value=0.0)\n",
    "print('Created init net.')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The main training network is defined as follows. We will show the creation in multiple steps:\n",
    "- The forward pass that generates the loss\n",
    "- The backward pass that is generated by auto differentiation.\n",
    "- The parameter update part, which is a standard SGD."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "train_net = core.Net(\"train\")\n",
    "# First, we generate random samples of X and create the ground truth.\n",
    "X = train_net.GaussianFill([], \"X\", shape=[64, 2], mean=0.0, std=1.0, run_once=0)\n",
    "Y_gt = X.FC([W_gt, B_gt], \"Y_gt\")\n",
    "# We add Gaussian noise to the ground truth\n",
    "noise = train_net.GaussianFill([], \"noise\", shape=[64, 1], mean=0.0, std=1.0, run_once=0)\n",
    "Y_noise = Y_gt.Add(noise, \"Y_noise\")\n",
    "# Note that we do not need to propagate the gradients back through Y_noise,\n",
    "# so we mark StopGradient to notify the auto differentiating algorithm\n",
    "# to ignore this path.\n",
    "Y_noise = Y_noise.StopGradient([], \"Y_noise\")\n",
    "\n",
    "# Now, for the normal linear regression prediction, this is all we need.\n",
    "Y_pred = X.FC([W, B], \"Y_pred\")\n",
    "\n",
    "# The loss function is computed by a squared L2 distance, and then averaged\n",
    "# over all items in the minibatch.\n",
    "dist = train_net.SquaredL2Distance([Y_noise, Y_pred], \"dist\")\n",
    "loss = dist.AveragedLoss([], [\"loss\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, let's take a look at what the whole network looks like. From the graph below, you can find that it is mainly composed of four parts:\n",
    "\n",
    "- Randomly generate X for this batch (GaussianFill that generates X)\n",
    "- Use W_gt, B_gt and the FC operator to generate the ground truth Y_gt\n",
    "- Use the current parameters, W and B, to make predictions.\n",
    "- Compare the outputs and compute the loss."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAACDUAAAFbCAIAAABAzrD8AAAABmJLR0QA/wD/AP+gvaeTAAAgAElE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\nSUVORK5CYII=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 4,
     "metadata": {
      "image/png": {
       "width": 800
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "graph = net_drawer.GetPydotGraph(train_net.Proto().op, \"train\", rankdir=\"LR\")\n",
    "display.Image(graph.create_png(), width=800)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, similar to all other frameworks, Caffe2 allows us to automatically generate the gradient operators. let's do so and then look at what the graph becomes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAD5UAAAG8CAIAAADL7ISUAAAABmJLR0QA/wD/AP+gvaeTAAAgAElE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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 5,
     "metadata": {
      "image/png": {
       "width": 800
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get gradients for all the computations above.\n",
    "gradient_map = train_net.AddGradientOperators([loss])\n",
    "graph = net_drawer.GetPydotGraph(train_net.Proto().op, \"train\", rankdir=\"LR\")\n",
    "display.Image(graph.create_png(), width=800)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Once we get the gradients for the parameters, we will add the SGD part of the graph: get the learning rate of the current step, and then do parameter updates. We are not doing anything fancy in this example: just simple SGDs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAEQgAAAHcCAIAAAALzWdaAAAABmJLR0QA/wD/AP+gvaeTAAAgAElE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\nlqX/AQ/zCjnF/dnhAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 6,
     "metadata": {
      "image/png": {
       "width": 800
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Increment the iteration by one.\n",
    "train_net.Iter(ITER, ITER)\n",
    "# Compute the learning rate that corresponds to the iteration.\n",
    "LR = train_net.LearningRate(ITER, \"LR\", base_lr=-0.1,\n",
    "                            policy=\"step\", stepsize=20, gamma=0.9)\n",
    "\n",
    "# Weighted sum \n",
    "train_net.WeightedSum([W, ONE, gradient_map[W], LR], W)\n",
    "train_net.WeightedSum([B, ONE, gradient_map[B], LR], B)\n",
    "\n",
    "# Let's show the graph again.\n",
    "graph = net_drawer.GetPydotGraph(train_net.Proto().op, \"train\", rankdir=\"LR\")\n",
    "display.Image(graph.create_png(), width=800)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now that we have created the networks, let's run them."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "workspace.RunNetOnce(init_net)\n",
    "workspace.CreateNet(train_net)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Before we start any training iterations, let's take a look at the parameters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Before training, W is: [[-0.77634162 -0.88467366]]\n",
      "Before training, B is: [ 0.]\n"
     ]
    }
   ],
   "source": [
    "print(\"Before training, W is: {}\".format(workspace.FetchBlob(\"W\")))\n",
    "print(\"Before training, B is: {}\".format(workspace.FetchBlob(\"B\")))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "for i in range(100):\n",
    "    workspace.RunNet(train_net.Proto().name)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, let's take a look at the parameters after training."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "After training, W is: [[ 1.95769441  1.47348857]]\n",
      "After training, B is: [ 0.45236012]\n",
      "Ground truth W is: [[ 2.   1.5]]\n",
      "Ground truth B is: [ 0.5]\n"
     ]
    }
   ],
   "source": [
    "print(\"After training, W is: {}\".format(workspace.FetchBlob(\"W\")))\n",
    "print(\"After training, B is: {}\".format(workspace.FetchBlob(\"B\")))\n",
    "\n",
    "print(\"Ground truth W is: {}\".format(workspace.FetchBlob(\"W_gt\")))\n",
    "print(\"Ground truth B is: {}\".format(workspace.FetchBlob(\"B_gt\")))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Looks simple enough right? Let's take a closer look at the progression of the parameter updates over the training steps. For this, let's re-initialize the parameters, and look at the change of the parameters over the steps. Remember, we can fetch blobs from the workspace whenever we want."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYkAAAELCAYAAAAspXpuAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRCKpSIiISKT/B3q1fOFAwOdKAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f6ccdaadb10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYYAAAEPCAYAAABGP2P1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nlBhERKQWJQYREanl/wFbI58HslDQigAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f6ccda9e190>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "workspace.RunNetOnce(init_net)\n",
    "w_history = []\n",
    "b_history = []\n",
    "for i in range(50):\n",
    "    workspace.RunNet(train_net.Proto().name)\n",
    "    w_history.append(workspace.FetchBlob(\"W\"))\n",
    "    b_history.append(workspace.FetchBlob(\"B\"))\n",
    "w_history = np.vstack(w_history)\n",
    "b_history = np.vstack(b_history)\n",
    "pyplot.plot(w_history[:, 0], w_history[:, 1], 'r')\n",
    "pyplot.axis('equal')\n",
    "pyplot.xlabel('w_0')\n",
    "pyplot.ylabel('w_1')\n",
    "pyplot.grid(True)\n",
    "pyplot.figure()\n",
    "pyplot.plot(b_history)\n",
    "pyplot.xlabel('iter')\n",
    "pyplot.ylabel('b')\n",
    "pyplot.grid(True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "You can observe the very typical behavior of a stochastic gradient descent: due to noise things fluctuates quite a bit over the whole training procedure. Try running the above ipython notebook block multiple times - you'll see the effect of different initializations and different noises.\n",
    "\n",
    "Of course, this is a toy data case - in the MNIST example we will show a more real-world example of NN training."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
